{ "cells": [ { "cell_type": "markdown", "metadata": { "_cell_guid": "33d00425-f595-41fa-b822-f50882d56476", "_uuid": "98189f36fd3e16592fc072ff705a5d3073fd06cb" }, "source": [ "# 개요\n", "커널이 통과합니다.\n", "1. 데이터를 로드하기 위한 사전 처리 단계입니다.\n", "1. 색 공간을 빠르게 시각화합니다.\n", "1. 간단한 CNN을 훈련합니다.\n", "1. 테스트 데이터에 모델을 적용합니다.\n", "1. RLE 테스트 데이터를 생성합니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 요약\n", "label,path-.groupby-ii-sumstack-expand-cnn-dice-t_mask-rle\n", " -iironlfobo*\n", "\n", "### 1. label 읽어오기 \n", "### 2. 이미지경로검색/분리(path -> ImageId, ImageType, TrainingSplit, Stage)\n", "### 3. train/test \n", "### 4. groupby(['Stage', 'ImageId']) -> image/mask # 변수: 'Stage', 'ImageId','masks','images' \n", "### 5. 숫자화 + img/mask 각각합치기 #np.sum(np.stack([imread(c_img) for c_img in in_img_list], 0), 0)/255.0)\n", "### 6. .imshow()\n", "### 7. 데이터 차원증가 #np.expand_dims(c_row['images'],0), np.expand_dims(np.expand_dims(c_row['masks'],-1),0)\n", "### 8. cnn(sbc) + dice_coef -> .imshow()\n", "### 9. test의 img+모델로 mask 예측 # test_img_df['masks'] = test_img_df['images'].map(lambda x: simple_cnn.predict(np.expand_dims(x, 0))[0, :, :, 0]))\n", "### 10. .imshow()\n", "### 11. rle 인코딩 #mask로 rle변수를 만듦" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "_cell_guid": "01ef30eb-1363-4e51-9d5d-42f7011348e1", "_uuid": "bd906a2f847afc7d10764bfc7a91a3e4b2be6996" }, "outputs": [], "source": [ "import numpy as np # linear algebra\n", "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", "from glob import glob\n", "import os\n", "from skimage.io import imread\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline\n", "dsb_data_dir = os.path.join('.', 'input')\n", "stage_label = 'stage1'" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'.\\\\input'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dsb_data_dir" ] }, { "cell_type": "markdown", "metadata": { "_cell_guid": "4700c733-6359-4727-91dd-fada2f4e397e", "_uuid": "eb73ed385cad7f50245eb3e35190d402ed5cdece" }, "source": [ "# Read in the labels\n", "train 세트에 대한 RLE 인코딩 출력을 로드합니다.\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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